A Two-Timescale Approach to Mobility Management for Multicell Mobile Edge Computing

Lyapunov优化 计算机科学 移动边缘计算 分布式计算 可靠性(半导体) 服务器 边缘计算 计算卸载 GSM演进的增强数据速率 功率控制 最优化问题 计算机网络 功率(物理) 算法 电信 Lyapunov重新设计 李雅普诺夫指数 物理 量子力学 人工智能 混乱的
作者
Zezu Liang,Yuan Liu,Tat-Ming Lok,Kaibin Huang
出处
期刊:IEEE Transactions on Wireless Communications [Institute of Electrical and Electronics Engineers]
卷期号:21 (12): 10981-10995 被引量:13
标识
DOI:10.1109/twc.2022.3188695
摘要

Mobile edge computing (MEC) is a promising technology for enhancing the computation capacities and features of mobile users by offloading complex computation tasks to the edge servers. However, mobility poses great challenges on delivering reliable MEC service required for latency-critical applications. First, mobility management has to tackle the dynamics of both user’s location changes and task arrivals that vary in different timescales. Second, user mobility could induce service migration, leading to reliability loss due to the migration delay. In this paper, we propose a two-timescale mobility management framework by joint control of service migration and transmission power to address the above challenges. Specifically, the service migration operates at a large timescale to support user mobility in the multi-cell network, while the power control is performed at a small timescale for real-time task offloading. Their joint control is formulated as an optimization problem aiming at the long-term mobile energy minimization subject to the reliability requirement of computation offloading. To solve the problem, we propose a Lyapunov-based framework to decompose the problem into different timescales, based on which a low-complexity two-timescale online algorithm is developed by exploiting the problem structure. The proposed online algorithm is shown to be asymptotically optimal via theoretical analysis, and is further developed to accommodate the multiuser management. The simulation results demonstrate that our proposed algorithm can significantly improve the energy and reliability performance.
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